Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	44993
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.9 MiB
Average record size in memory	208.0 B

Variable types

Numeric	8
Categorical	18

Alerts

`cb_person_cred_hist_length` is highly overall correlated with `person_age` and 1 other fields	High correlation
`loan_amnt` is highly overall correlated with `loan_percent_income`	High correlation
`loan_percent_income` is highly overall correlated with `loan_amnt`	High correlation
`loan_status` is highly overall correlated with `previous_loan_defaults_on_file`	High correlation
`person_age` is highly overall correlated with `cb_person_cred_hist_length` and 1 other fields	High correlation
`person_emp_exp` is highly overall correlated with `cb_person_cred_hist_length` and 1 other fields	High correlation
`person_home_ownership_MORTGAGE` is highly overall correlated with `person_home_ownership_RENT`	High correlation
`person_home_ownership_RENT` is highly overall correlated with `person_home_ownership_MORTGAGE`	High correlation
`previous_loan_defaults_on_file` is highly overall correlated with `loan_status`	High correlation
`person_education_Doctorate` is highly imbalanced (89.5%)	Imbalance
`person_home_ownership_OTHER` is highly imbalanced (97.4%)	Imbalance
`person_home_ownership_OWN` is highly imbalanced (65.1%)	Imbalance
`loan_intent_HOMEIMPROVEMENT` is highly imbalanced (51.1%)	Imbalance
`person_emp_exp` has 9566 (21.3%) zeros	Zeros

Reproduction

Analysis started	2025-10-28 00:01:13.368835
Analysis finished	2025-10-28 00:01:29.344686
Duration	15.98 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

person_age
Real number (ℝ)

High correlation

Distinct	56
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.748428

Minimum	20
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	20
5-th percentile	22
Q1	24
median	26
Q3	30
95-th percentile	39
Maximum	94
Range	74
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.9097374
Coefficient of variation (CV)	0.21297558
Kurtosis	5.8496425
Mean	27.748428
Median Absolute Deviation (MAD)	3
Skewness	1.9106032
Sum	1248485
Variance	34.924997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	5254	11.7%
24	5138	11.4%
25	4507	10.0%
22	4236	9.4%
26	3659	8.1%
27	3095	6.9%
28	2728	6.1%
29	2455	5.5%
30	2021	4.5%
31	1645	3.7%
Other values (46)	10255	22.8%

Value	Count	Frequency (%)
20	17	< 0.1%
21	1289	2.9%
22	4236	9.4%
23	5254	11.7%
24	5138	11.4%
25	4507	10.0%
26	3659	8.1%
27	3095	6.9%
28	2728	6.1%
29	2455	5.5%

Value	Count	Frequency (%)
94	1	< 0.1%
84	1	< 0.1%
80	1	< 0.1%
78	1	< 0.1%
76	1	< 0.1%
73	3	< 0.1%
70	7	< 0.1%
69	5	< 0.1%
67	1	< 0.1%
66	11	< 0.1%

person_gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	24836
1	20157

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	24836	55.2%
1	20157	44.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24836	55.2%
1	20157	44.8%

Most occurring characters

Value	Count	Frequency (%)
0	24836	55.2%
1	20157	44.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	24836	55.2%
1	20157	44.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	24836	55.2%
1	20157	44.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	24836	55.2%
1	20157	44.8%

person_income
Real number (ℝ)

Distinct	33983
Distinct (%)	75.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79908.448

Minimum	8000
Maximum	2448661
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	8000
5-th percentile	28364.6
Q1	47195
median	67046
Q3	95778
95-th percentile	166693.8
Maximum	2448661
Range	2440661
Interquartile range (IQR)	48583

Descriptive statistics

Standard deviation	63322.132
Coefficient of variation (CV)	0.79243352
Kurtosis	216.23575
Mean	79908.448
Median Absolute Deviation (MAD)	23117
Skewness	9.6949923
Sum	3.5953208 × 10⁹
Variance	4.0096924 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8000	15	< 0.1%
73011	10	< 0.1%
36995	9	< 0.1%
60914	8	< 0.1%
37020	8	< 0.1%
60947	7	< 0.1%
73082	7	< 0.1%
49052	7	< 0.1%
36946	7	< 0.1%
60864	7	< 0.1%
Other values (33973)	44908	99.8%

Value	Count	Frequency (%)
8000	15	< 0.1%
8037	1	< 0.1%
8104	1	< 0.1%
8186	1	< 0.1%
8248	1	< 0.1%
8267	1	< 0.1%
8277	1	< 0.1%
8302	1	< 0.1%
8518	1	< 0.1%
9364	1	< 0.1%

Value	Count	Frequency (%)
2448661	1	< 0.1%
2280980	1	< 0.1%
2139143	1	< 0.1%
2012954	1	< 0.1%
1741243	1	< 0.1%
1728974	1	< 0.1%
1661567	1	< 0.1%
1635757	1	< 0.1%
1621992	1	< 0.1%
1440982	1	< 0.1%

person_emp_exp
Real number (ℝ)

High correlation Zeros

Distinct	56
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.394528

Minimum	0
Maximum	76
Zeros	9566
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	8
95-th percentile	17
Maximum	76
Range	76
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.9271593
Coefficient of variation (CV)	1.0987355
Kurtosis	6.1148092
Mean	5.394528
Median Absolute Deviation (MAD)	3
Skewness	1.9520452
Sum	242716
Variance	35.131217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9566	21.3%
2	4134	9.2%
1	4061	9.0%
3	3890	8.6%
4	3524	7.8%
5	3000	6.7%
6	2717	6.0%
7	2204	4.9%
8	1890	4.2%
9	1575	3.5%
Other values (46)	8432	18.7%

Value	Count	Frequency (%)
0	9566	21.3%
1	4061	9.0%
2	4134	9.2%
3	3890	8.6%
4	3524	7.8%
5	3000	6.7%
6	2717	6.0%
7	2204	4.9%
8	1890	4.2%
9	1575	3.5%

Value	Count	Frequency (%)
76	1	< 0.1%
62	1	< 0.1%
61	1	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
50	2	< 0.1%
49	2	< 0.1%
48	2	< 0.1%
47	5	< 0.1%
46	2	< 0.1%

loan_amnt
Real number (ℝ)

High correlation

Distinct	4481
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9583.1768

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	5000
median	8000
Q3	12237
95-th percentile	24000
Maximum	35000
Range	34500
Interquartile range (IQR)	7237

Descriptive statistics

Standard deviation	6314.8027
Coefficient of variation (CV)	0.6589467
Kurtosis	1.3517206
Mean	9583.1768
Median Absolute Deviation (MAD)	3800
Skewness	1.1797839
Sum	4.3117587 × 10⁸
Variance	39876733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	3617	8.0%
5000	2786	6.2%
6000	2425	5.4%
12000	2416	5.4%
15000	2004	4.5%
8000	1928	4.3%
4000	1406	3.1%
20000	1384	3.1%
3000	1378	3.1%
7000	1314	2.9%
Other values (4471)	24335	54.1%

Value	Count	Frequency (%)
500	5	< 0.1%
563	1	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	2	< 0.1%
912	1	< 0.1%
922	1	< 0.1%
950	1	< 0.1%

Value	Count	Frequency (%)
35000	234	0.5%
34826	1	< 0.1%
34800	1	< 0.1%
34664	1	< 0.1%
34375	1	< 0.1%
34322	1	< 0.1%
34121	1	< 0.1%
34000	4	< 0.1%
33950	2	< 0.1%
33800	1	< 0.1%

loan_int_rate
Real number (ℝ)

Distinct	1302
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.006448

Minimum	5.42
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.17
Q1	8.59
median	11.01
Q3	12.99
95-th percentile	16
Maximum	20
Range	14.58
Interquartile range (IQR)	4.4

Descriptive statistics

Standard deviation	2.9789854
Coefficient of variation (CV)	0.27065821
Kurtosis	-0.42051942
Mean	11.006448
Median Absolute Deviation (MAD)	2.13
Skewness	0.21391504
Sum	495213.11
Variance	8.8743542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.01	3328	7.4%
10.99	804	1.8%
7.51	798	1.8%
7.49	687	1.5%
7.88	673	1.5%
5.42	608	1.4%
7.9	606	1.3%
11.49	514	1.1%
9.99	484	1.1%
13.49	475	1.1%
Other values (1292)	36016	80.0%

Value	Count	Frequency (%)
5.42	608	1.4%
5.43	2	< 0.1%
5.44	2	< 0.1%
5.46	1	< 0.1%
5.47	5	< 0.1%
5.48	4	< 0.1%
5.49	4	< 0.1%
5.5	1	< 0.1%
5.51	3	< 0.1%
5.52	2	< 0.1%

Value	Count	Frequency (%)
20	84	0.2%
19.91	9	< 0.1%
19.9	1	< 0.1%
19.82	5	< 0.1%
19.8	1	< 0.1%
19.79	4	< 0.1%
19.74	4	< 0.1%
19.69	12	< 0.1%
19.66	3	< 0.1%
19.62	1	< 0.1%

loan_percent_income
Real number (ℝ)

High correlation

Distinct	64
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1397364

Minimum	0
Maximum	0.66
Zeros	24
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.03
Q1	0.07
median	0.12
Q3	0.19
95-th percentile	0.31
Maximum	0.66
Range	0.66
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.087206717
Coefficient of variation (CV)	0.62408016
Kurtosis	1.0829359
Mean	0.1397364
Median Absolute Deviation (MAD)	0.05
Skewness	1.0348421
Sum	6287.16
Variance	0.0076050114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08	2593	5.8%
0.1	2421	5.4%
0.07	2415	5.4%
0.09	2295	5.1%
0.06	2242	5.0%
0.12	2216	4.9%
0.05	2176	4.8%
0.11	2158	4.8%
0.14	1960	4.4%
0.04	1950	4.3%
Other values (54)	22567	50.2%

Value	Count	Frequency (%)
0	24	0.1%
0.01	315	0.7%
0.02	942	2.1%
0.03	1488	3.3%
0.04	1950	4.3%
0.05	2176	4.8%
0.06	2242	5.0%
0.07	2415	5.4%
0.08	2593	5.8%
0.09	2295	5.1%

Value	Count	Frequency (%)
0.66	1	< 0.1%
0.63	1	< 0.1%
0.62	2	< 0.1%
0.61	2	< 0.1%
0.59	1	< 0.1%
0.58	1	< 0.1%
0.57	1	< 0.1%
0.56	5	< 0.1%
0.55	5	< 0.1%
0.54	8	< 0.1%

cb_person_cred_hist_length
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.866557

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	8
95-th percentile	14
Maximum	30
Range	28
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.877167
Coefficient of variation (CV)	0.66089309
Kurtosis	3.7156528
Mean	5.866557
Median Absolute Deviation (MAD)	2
Skewness	1.6293948
Sum	263954
Variance	15.032424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4	8652	19.2%
3	8310	18.5%
2	6536	14.5%
5	3082	6.8%
6	2966	6.6%
7	2889	6.4%
8	2800	6.2%
9	2685	6.0%
10	2457	5.5%
12	715	1.6%
Other values (19)	3901	8.7%

Value	Count	Frequency (%)
2	6536	14.5%
3	8310	18.5%
4	8652	19.2%
5	3082	6.8%
6	2966	6.6%
7	2889	6.4%
8	2800	6.2%
9	2685	6.0%
10	2457	5.5%
11	712	1.6%

Value	Count	Frequency (%)
30	23	0.1%
29	15	< 0.1%
28	29	0.1%
27	23	0.1%
26	20	< 0.1%
25	22	< 0.1%
24	33	0.1%
23	26	0.1%
22	31	0.1%
21	24	0.1%

credit_score
Real number (ℝ)

Distinct	335
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	632.58571

Minimum	390
Maximum	784
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	390
5-th percentile	539
Q1	601
median	640
Q3	670
95-th percentile	703
Maximum	784
Range	394
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	50.402411
Coefficient of variation (CV)	0.079676808
Kurtosis	0.19244114
Mean	632.58571
Median Absolute Deviation (MAD)	33
Skewness	-0.61532878
Sum	28461929
Variance	2540.403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
658	406	0.9%
649	398	0.9%
652	396	0.9%
663	394	0.9%
647	393	0.9%
654	391	0.9%
650	391	0.9%
653	390	0.9%
667	390	0.9%
656	386	0.9%
Other values (325)	41058	91.3%

Value	Count	Frequency (%)
390	1	< 0.1%
418	1	< 0.1%
419	1	< 0.1%
420	1	< 0.1%
421	1	< 0.1%
430	1	< 0.1%
431	2	< 0.1%
434	1	< 0.1%
435	4	< 0.1%
437	2	< 0.1%

Value	Count	Frequency (%)
784	2	< 0.1%
773	1	< 0.1%
772	1	< 0.1%
770	1	< 0.1%
768	1	< 0.1%
767	1	< 0.1%
765	1	< 0.1%
764	2	< 0.1%
762	1	< 0.1%
760	2	< 0.1%

previous_loan_defaults_on_file
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

1	22856
0	22137

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	22856	50.8%
0	22137	49.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	22856	50.8%
0	22137	49.2%

Most occurring characters

Value	Count	Frequency (%)
1	22856	50.8%
0	22137	49.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	22856	50.8%
0	22137	49.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	22856	50.8%
0	22137	49.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	22856	50.8%
0	22137	49.2%

person_education_Associate
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	32967
1	12026

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32967	73.3%
1	12026	26.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32967	73.3%
1	12026	26.7%

Most occurring characters

Value	Count	Frequency (%)
0	32967	73.3%
1	12026	26.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	32967	73.3%
1	12026	26.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	32967	73.3%
1	12026	26.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	32967	73.3%
1	12026	26.7%

person_education_Bachelor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	31597
1	13396

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	31597	70.2%
1	13396	29.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31597	70.2%
1	13396	29.8%

Most occurring characters

Value	Count	Frequency (%)
0	31597	70.2%
1	13396	29.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	31597	70.2%
1	13396	29.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	31597	70.2%
1	13396	29.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	31597	70.2%
1	13396	29.8%

person_education_Doctorate
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	44372
1	621

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	44372	98.6%
1	621	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	44372	98.6%
1	621	1.4%

Most occurring characters

Value	Count	Frequency (%)
0	44372	98.6%
1	621	1.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	44372	98.6%
1	621	1.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	44372	98.6%
1	621	1.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	44372	98.6%
1	621	1.4%

person_education_High School
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	33023
1	11970

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	33023	73.4%
1	11970	26.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	33023	73.4%
1	11970	26.6%

Most occurring characters

Value	Count	Frequency (%)
0	33023	73.4%
1	11970	26.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	33023	73.4%
1	11970	26.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	33023	73.4%
1	11970	26.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	33023	73.4%
1	11970	26.6%

person_education_Master
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	38013
1	6980

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	38013	84.5%
1	6980	15.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	38013	84.5%
1	6980	15.5%

Most occurring characters

Value	Count	Frequency (%)
0	38013	84.5%
1	6980	15.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	38013	84.5%
1	6980	15.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	38013	84.5%
1	6980	15.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	38013	84.5%
1	6980	15.5%

person_home_ownership_MORTGAGE
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	26508
1	18485

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	26508	58.9%
1	18485	41.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	26508	58.9%
1	18485	41.1%

Most occurring characters

Value	Count	Frequency (%)
0	26508	58.9%
1	18485	41.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	26508	58.9%
1	18485	41.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	26508	58.9%
1	18485	41.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	26508	58.9%
1	18485	41.1%

person_home_ownership_OTHER
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	44876
1	117

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	44876	99.7%
1	117	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	44876	99.7%
1	117	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	44876	99.7%
1	117	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	44876	99.7%
1	117	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	44876	99.7%
1	117	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	44876	99.7%
1	117	0.3%

person_home_ownership_OWN
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	42042
1	2951

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	42042	93.4%
1	2951	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	42042	93.4%
1	2951	6.6%

Most occurring characters

Value	Count	Frequency (%)
0	42042	93.4%
1	2951	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	42042	93.4%
1	2951	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	42042	93.4%
1	2951	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	42042	93.4%
1	2951	6.6%

person_home_ownership_RENT
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

1	23440
0	21553

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	23440	52.1%
0	21553	47.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	23440	52.1%
0	21553	47.9%

Most occurring characters

Value	Count	Frequency (%)
1	23440	52.1%
0	21553	47.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	23440	52.1%
0	21553	47.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	23440	52.1%
0	21553	47.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	23440	52.1%
0	21553	47.9%

loan_intent_DEBTCONSOLIDATION
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	37848
1	7145

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37848	84.1%
1	7145	15.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	37848	84.1%
1	7145	15.9%

Most occurring characters

Value	Count	Frequency (%)
0	37848	84.1%
1	7145	15.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	37848	84.1%
1	7145	15.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	37848	84.1%
1	7145	15.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	37848	84.1%
1	7145	15.9%

loan_intent_EDUCATION
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	35842
1	9151

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	35842	79.7%
1	9151	20.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	35842	79.7%
1	9151	20.3%

Most occurring characters

Value	Count	Frequency (%)
0	35842	79.7%
1	9151	20.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	35842	79.7%
1	9151	20.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	35842	79.7%
1	9151	20.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	35842	79.7%
1	9151	20.3%

loan_intent_HOMEIMPROVEMENT
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	40210
1	4783

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	40210	89.4%
1	4783	10.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	40210	89.4%
1	4783	10.6%

Most occurring characters

Value	Count	Frequency (%)
0	40210	89.4%
1	4783	10.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	40210	89.4%
1	4783	10.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	40210	89.4%
1	4783	10.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	40210	89.4%
1	4783	10.6%

loan_intent_MEDICAL
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	36445
1	8548

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	36445	81.0%
1	8548	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36445	81.0%
1	8548	19.0%

Most occurring characters

Value	Count	Frequency (%)
0	36445	81.0%
1	8548	19.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	36445	81.0%
1	8548	19.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	36445	81.0%
1	8548	19.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	36445	81.0%
1	8548	19.0%

loan_intent_PERSONAL
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	37442
1	7551

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37442	83.2%
1	7551	16.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	37442	83.2%
1	7551	16.8%

Most occurring characters

Value	Count	Frequency (%)
0	37442	83.2%
1	7551	16.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	37442	83.2%
1	7551	16.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	37442	83.2%
1	7551	16.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	37442	83.2%
1	7551	16.8%

loan_intent_VENTURE
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	37178
1	7815

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37178	82.6%
1	7815	17.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	37178	82.6%
1	7815	17.4%

Most occurring characters

Value	Count	Frequency (%)
0	37178	82.6%
1	7815	17.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	37178	82.6%
1	7815	17.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	37178	82.6%
1	7815	17.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	37178	82.6%
1	7815	17.4%

loan_status
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

0	34993
1	10000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44993
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	34993	77.8%
1	10000	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34993	77.8%
1	10000	22.2%

Most occurring characters

Value	Count	Frequency (%)
0	34993	77.8%
1	10000	22.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34993	77.8%
1	10000	22.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34993	77.8%
1	10000	22.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34993	77.8%
1	10000	22.2%

Interactions

Correlations

	cb_person_cred_hist_length	credit_score	loan_amnt	loan_int_rate	loan_intent_DEBTCONSOLIDATION	loan_intent_EDUCATION	loan_intent_HOMEIMPROVEMENT	loan_intent_MEDICAL	loan_intent_PERSONAL	loan_intent_VENTURE	loan_percent_income	loan_status	person_age	person_education_Associate	person_education_Bachelor	person_education_Doctorate	person_education_High School	person_education_Master	person_emp_exp	person_gender	person_home_ownership_MORTGAGE	person_home_ownership_OTHER	person_home_ownership_OWN	person_home_ownership_RENT	person_income	previous_loan_defaults_on_file
cb_person_cred_hist_length	1.000	0.142	0.043	0.017	0.003	0.086	0.076	0.023	0.058	0.012	-0.037	0.020	0.821	0.047	0.099	0.118	0.107	0.056	0.751	0.026	0.046	0.011	0.008	0.043	0.093	0.026
credit_score	0.142	1.000	0.007	0.011	0.012	0.023	0.008	0.000	0.000	0.007	-0.012	0.000	0.160	0.056	0.078	0.147	0.172	0.149	0.171	0.008	0.000	0.009	0.000	0.000	0.022	0.179
loan_amnt	0.043	0.007	1.000	0.105	0.015	0.027	0.050	0.036	0.017	0.019	0.666	0.126	0.064	0.000	0.000	0.000	0.011	0.004	0.052	0.005	0.151	0.022	0.039	0.138	0.405	0.067
loan_int_rate	0.017	0.011	0.105	1.000	0.004	0.025	0.031	0.006	0.000	0.014	0.124	0.363	0.013	0.006	0.003	0.008	0.004	0.000	0.016	0.000	0.136	0.024	0.016	0.142	-0.033	0.198
loan_intent_DEBTCONSOLIDATION	0.003	0.012	0.015	0.004	1.000	0.219	0.150	0.210	0.195	0.199	0.020	0.084	0.000	0.000	0.008	0.000	0.004	0.000	0.000	0.000	0.015	0.000	0.094	0.031	0.009	0.045
loan_intent_EDUCATION	0.086	0.023	0.027	0.025	0.219	1.000	0.174	0.245	0.227	0.232	0.016	0.064	0.081	0.000	0.000	0.014	0.013	0.006	0.060	0.000	0.000	0.003	0.000	0.000	0.013	0.038
loan_intent_HOMEIMPROVEMENT	0.076	0.008	0.050	0.031	0.150	0.174	1.000	0.167	0.155	0.158	0.023	0.033	0.074	0.015	0.010	0.009	0.011	0.004	0.051	0.000	0.050	0.000	0.009	0.055	0.000	0.021
loan_intent_MEDICAL	0.023	0.000	0.036	0.006	0.210	0.245	0.167	1.000	0.217	0.222	0.023	0.065	0.031	0.003	0.000	0.006	0.000	0.007	0.032	0.004	0.054	0.000	0.015	0.061	0.011	0.034
loan_intent_PERSONAL	0.058	0.000	0.017	0.000	0.195	0.227	0.155	0.217	1.000	0.206	0.008	0.022	0.057	0.000	0.000	0.000	0.000	0.002	0.054	0.000	0.011	0.000	0.001	0.014	0.018	0.000
loan_intent_VENTURE	0.012	0.007	0.019	0.014	0.199	0.232	0.158	0.222	0.206	1.000	0.011	0.086	0.015	0.001	0.000	0.000	0.000	0.000	0.012	0.000	0.007	0.005	0.091	0.037	0.014	0.052
loan_percent_income	-0.037	-0.012	0.666	0.124	0.020	0.016	0.023	0.023	0.008	0.011	1.000	0.415	-0.056	0.000	0.000	0.000	0.000	0.006	-0.050	0.000	0.155	0.012	0.055	0.128	-0.353	0.220
loan_status	0.020	0.000	0.126	0.363	0.084	0.064	0.033	0.065	0.022	0.086	0.415	1.000	0.020	0.000	0.000	0.000	0.000	0.000	0.015	0.000	0.213	0.012	0.093	0.255	0.024	0.543
person_age	0.821	0.160	0.064	0.013	0.000	0.081	0.074	0.031	0.057	0.015	-0.056	0.020	1.000	0.046	0.098	0.114	0.097	0.051	0.887	0.027	0.049	0.011	0.009	0.046	0.143	0.028
person_education_Associate	0.047	0.056	0.000	0.006	0.000	0.000	0.015	0.003	0.000	0.001	0.000	0.000	0.046	1.000	0.393	0.071	0.364	0.259	0.041	0.000	0.000	0.000	0.000	0.000	0.005	0.010
person_education_Bachelor	0.099	0.078	0.000	0.003	0.008	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.098	0.393	1.000	0.077	0.392	0.279	0.081	0.000	0.004	0.003	0.000	0.006	0.000	0.017
person_education_Doctorate	0.118	0.147	0.000	0.008	0.000	0.014	0.009	0.006	0.000	0.000	0.000	0.000	0.114	0.071	0.077	1.000	0.071	0.050	0.107	0.000	0.008	0.000	0.000	0.009	0.020	0.019
person_education_High School	0.107	0.172	0.011	0.004	0.004	0.013	0.011	0.000	0.000	0.000	0.000	0.000	0.097	0.364	0.392	0.071	1.000	0.258	0.067	0.000	0.000	0.000	0.003	0.000	0.018	0.029
person_education_Master	0.056	0.149	0.004	0.000	0.000	0.006	0.004	0.007	0.002	0.000	0.006	0.000	0.051	0.259	0.279	0.050	0.258	1.000	0.040	0.000	0.000	0.006	0.007	0.000	0.000	0.021
person_emp_exp	0.751	0.171	0.052	0.016	0.000	0.060	0.051	0.032	0.054	0.012	-0.050	0.015	0.887	0.041	0.081	0.107	0.067	0.040	1.000	0.026	0.033	0.011	0.009	0.035	0.120	0.031
person_gender	0.026	0.008	0.005	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.026	1.000	0.000	0.000	0.000	0.000	0.004	0.000
person_home_ownership_MORTGAGE	0.046	0.000	0.151	0.136	0.015	0.000	0.050	0.054	0.011	0.007	0.155	0.213	0.049	0.000	0.004	0.008	0.000	0.000	0.033	0.000	1.000	0.042	0.221	0.871	0.085	0.115
person_home_ownership_OTHER	0.011	0.009	0.022	0.024	0.000	0.003	0.000	0.000	0.000	0.005	0.012	0.012	0.011	0.000	0.003	0.000	0.000	0.006	0.011	0.000	0.042	1.000	0.012	0.053	0.018	0.009
person_home_ownership_OWN	0.008	0.000	0.039	0.016	0.094	0.000	0.009	0.015	0.001	0.091	0.055	0.093	0.009	0.000	0.000	0.000	0.003	0.007	0.009	0.000	0.221	0.012	1.000	0.276	0.000	0.053
person_home_ownership_RENT	0.043	0.000	0.138	0.142	0.031	0.000	0.055	0.061	0.014	0.037	0.128	0.255	0.046	0.000	0.006	0.009	0.000	0.000	0.035	0.000	0.871	0.053	0.276	1.000	0.082	0.138
person_income	0.093	0.022	0.405	-0.033	0.009	0.013	0.000	0.011	0.018	0.014	-0.353	0.024	0.143	0.005	0.000	0.020	0.018	0.000	0.120	0.004	0.085	0.018	0.000	0.082	1.000	0.019
previous_loan_defaults_on_file	0.026	0.179	0.067	0.198	0.045	0.038	0.021	0.034	0.000	0.052	0.220	0.543	0.028	0.010	0.017	0.019	0.029	0.021	0.031	0.000	0.115	0.009	0.053	0.138	0.019	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	person_age	person_gender	person_income	person_emp_exp	loan_amnt	loan_int_rate	loan_percent_income	cb_person_cred_hist_length	credit_score	previous_loan_defaults_on_file	person_education_Associate	person_education_Bachelor	person_education_High School	person_education_Master	person_home_ownership_MORTGAGE	person_home_ownership_OWN	person_home_ownership_RENT	loan_intent_EDUCATION	loan_intent_MEDICAL	loan_intent_PERSONAL	loan_intent_VENTURE	loan_status
0	22.0	1	71948.0	0	35000.0	16.02	0.49	3.0	561	0	0	0	0	1	0	0	1	0	0	1	0	1
1	21.0	1	12282.0	0	1000.0	11.14	0.08	2.0	504	1	0	0	1	0	0	1	0	1	0	0	0	0
2	25.0	1	12438.0	3	5500.0	12.87	0.44	3.0	635	0	0	0	1	0	1	0	0	0	1	0	0	1
3	23.0	1	79753.0	0	35000.0	15.23	0.44	2.0	675	0	0	1	0	0	0	0	1	0	1	0	0	1
4	24.0	0	66135.0	1	35000.0	14.27	0.53	4.0	586	0	0	0	0	1	0	0	1	0	1	0	0	1
5	21.0	1	12951.0	0	2500.0	7.14	0.19	2.0	532	0	0	0	1	0	0	1	0	0	0	0	1	1
6	26.0	1	93471.0	1	35000.0	12.42	0.37	3.0	701	0	0	1	0	0	0	0	1	1	0	0	0	1
7	24.0	1	95550.0	5	35000.0	11.11	0.37	4.0	585	0	0	0	1	0	0	0	1	0	1	0	0	1
8	24.0	1	100684.0	3	35000.0	8.90	0.35	2.0	544	0	1	0	0	0	0	0	1	0	0	1	0	1
9	21.0	1	12739.0	0	1600.0	14.74	0.13	3.0	640	0	0	0	1	0	0	1	0	0	0	0	1	1

	person_age	person_gender	person_income	person_emp_exp	loan_amnt	loan_int_rate	loan_percent_income	cb_person_cred_hist_length	credit_score	person_education_Associate	person_education_Bachelor	person_education_High School	person_education_Master	person_home_ownership_MORTGAGE	person_home_ownership_RENT	loan_intent_DEBTCONSOLIDATION	loan_intent_EDUCATION	loan_intent_HOMEIMPROVEMENT	loan_intent_MEDICAL	loan_intent_PERSONAL	loan_status
44983	31.0	0	136832.0	9	12319.0	16.92	0.09	7.0	722	0	0	0	1	0	1	0	0	0	0	1	1
44984	24.0	0	37786.0	0	13500.0	13.43	0.36	4.0	612	0	0	1	0	1	0	0	1	0	0	0	1
44985	23.0	1	40925.0	0	9000.0	11.01	0.22	4.0	487	0	1	0	0	0	1	0	0	0	0	1	1
44986	27.0	1	35512.0	4	5000.0	15.83	0.14	5.0	505	0	0	1	0	0	1	0	0	0	0	1	1
44987	24.0	1	31924.0	2	12229.0	10.70	0.38	4.0	678	1	0	0	0	0	1	0	0	0	1	0	1
44988	27.0	0	47971.0	6	15000.0	15.66	0.31	3.0	645	1	0	0	0	0	1	0	0	0	1	0	1
44989	37.0	1	65800.0	17	9000.0	14.07	0.14	11.0	621	1	0	0	0	0	1	0	0	1	0	0	1
44990	33.0	0	56942.0	7	2771.0	10.02	0.05	10.0	668	1	0	0	0	0	1	1	0	0	0	0	1
44991	29.0	0	33164.0	4	12000.0	13.23	0.36	6.0	604	0	1	0	0	0	1	0	1	0	0	0	1
44992	24.0	0	51609.0	1	6665.0	17.05	0.13	3.0	628	0	0	1	0	0	1	1	0	0	0	0	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)